Overview

Dataset statistics

Number of variables81
Number of observations158
Missing cells1136
Missing cells (%)8.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory169.2 KiB
Average record size in memory1.1 KiB

Variable types

BOOL53
NUM15
UNSUPPORTED8
CAT5

Reproduction

Analysis started2020-07-08 00:23:20.067051
Analysis finished2020-07-08 00:23:57.119461
Duration37.05 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Both Dilation and Dysfunction is highly correlated with RV Hypokinesis/DysfunctionHigh correlation
RV Hypokinesis/Dysfunction is highly correlated with Both Dilation and DysfunctionHigh correlation
Pressors is highly correlated with ACLSHigh correlation
ACLS is highly correlated with PressorsHigh correlation
Temp <96.8 F has 7 (4.4%) missing values Missing
Temp (F) has 8 (5.1%) missing values Missing
O2 <90% RA has 4 (2.5%) missing values Missing
O2 Sat RA has 14 (8.9%) missing values Missing
Acute DVT (deep venous thrombosis), 3 = chronic has 40 (25.3%) missing values Missing
Proximal Component to the DVT has 95 (60.1%) missing values Missing
Elevated BNP has 79 (50.0%) missing values Missing
Elevated Troponin has 26 (16.5%) missing values Missing
RV Dilation has 78 (49.4%) missing values Missing
RV Hypokinesis/Dysfunction has 78 (49.4%) missing values Missing
Both Dilation and Dysfunction has 78 (49.4%) missing values Missing
Inconclusive (RV not well visualized) has 79 (50.0%) missing values Missing
RVSP (mmHg) has 76 (48.1%) missing values Missing
Arrhythmia has 10 (6.3%) missing values Missing
Type of Arrhythmia has 130 (82.3%) missing values Missing
< 6 hours from CTA read to administration of tpa or EKOS has 145 (91.8%) missing values Missing
<24 hours from CTA read to administration of tpA or EKOS has 145 (91.8%) missing values Missing
Readmitted to IP <30 days has 5 (3.2%) missing values Missing
Discharged with O2 has 9 (5.7%) missing values Missing
Required Narcotics at discharge has 8 (5.1%) missing values Missing
Pregnant has 5 (3.2%) missing values Missing
Platelet <70k has 2 (1.3%) missing values Missing
Indentificaton has unique values Unique
RV/LV Ratio has unique values Unique
Required Supplemental O2 is an unsupported type, check if it needs cleaning or further analysis Unsupported
History of bleeding is an unsupported type, check if it needs cleaning or further analysis Unsupported
RVSP (mmHg) is an unsupported type, check if it needs cleaning or further analysis Unsupported
Type of Arrhythmia is an unsupported type, check if it needs cleaning or further analysis Unsupported
Type of bleed is an unsupported type, check if it needs cleaning or further analysis Unsupported
IVCF (Inferior Vena Cava Filter) is an unsupported type, check if it needs cleaning or further analysis Unsupported
Readmitted to IP <30 days is an unsupported type, check if it needs cleaning or further analysis Unsupported
Discharged with O2 is an unsupported type, check if it needs cleaning or further analysis Unsupported
Lenth of Stay (LOS) has 14 (8.9%) zeros Zeros

Variables

Indentificaton
Real number (ℝ≥0)

UNIQUE

Distinct count158
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean79.5
Minimum1
Maximum158
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile8.85
Q140.25
median79.5
Q3118.75
95-th percentile150.15
Maximum158
Range157
Interquartile range (IQR)78.5

Descriptive statistics

Standard deviation45.75478117
Coefficient of variation (CV)0.5755318386
Kurtosis-1.2
Mean79.5
Median Absolute Deviation (MAD)39.5
Skewness0
Sum12561
Variance2093.5
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
15810.6%
 
5010.6%
 
5710.6%
 
5610.6%
 
5510.6%
 
5410.6%
 
5310.6%
 
5210.6%
 
5110.6%
 
4910.6%
 
5910.6%
 
4810.6%
 
4710.6%
 
4610.6%
 
4510.6%
 
4410.6%
 
4310.6%
 
4210.6%
 
5810.6%
 
6010.6%
 
4010.6%
 
7010.6%
 
7710.6%
 
7610.6%
 
7510.6%
 
Other values (133)13384.2%
 
ValueCountFrequency (%) 
110.6%
 
210.6%
 
310.6%
 
410.6%
 
510.6%
 
610.6%
 
710.6%
 
810.6%
 
910.6%
 
1010.6%
 
ValueCountFrequency (%) 
15810.6%
 
15710.6%
 
15610.6%
 
15510.6%
 
15410.6%
 
15310.6%
 
15210.6%
 
15110.6%
 
15010.6%
 
14910.6%
 

Age
Real number (ℝ≥0)

Distinct count61
Unique (%)38.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean58.99367088607595
Minimum20
Maximum90
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum20
5-th percentile26.85
Q146.75
median62
Q371
95-th percentile86
Maximum90
Range70
Interquartile range (IQR)24.25

Descriptive statistics

Standard deviation17.19076068
Coefficient of variation (CV)0.2914000844
Kurtosis-0.5663020016
Mean58.99367089
Median Absolute Deviation (MAD)10.5
Skewness-0.3507210744
Sum9321
Variance295.5222527
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
5874.4%
 
6363.8%
 
5563.8%
 
6263.8%
 
6863.8%
 
7253.2%
 
6553.2%
 
7053.2%
 
6642.5%
 
7142.5%
 
5042.5%
 
6042.5%
 
4042.5%
 
6942.5%
 
5242.5%
 
7742.5%
 
4631.9%
 
6431.9%
 
8831.9%
 
3031.9%
 
8631.9%
 
7331.9%
 
2531.9%
 
8431.9%
 
7531.9%
 
Other values (36)5333.5%
 
ValueCountFrequency (%) 
2010.6%
 
2310.6%
 
2421.3%
 
2531.9%
 
2610.6%
 
2710.6%
 
2810.6%
 
3031.9%
 
3110.6%
 
3221.3%
 
ValueCountFrequency (%) 
9021.3%
 
8921.3%
 
8831.9%
 
8631.9%
 
8510.6%
 
8431.9%
 
8121.3%
 
8010.6%
 
7910.6%
 
7810.6%
 

Gender
Categorical

Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
M
81
F
77
ValueCountFrequency (%) 
M8151.3%
 
F7748.7%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters2
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
M8151.3%
 
F7748.7%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter158100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
M8151.3%
 
F7748.7%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin158100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
M8151.3%
 
F7748.7%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII158100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
M8151.3%
 
F7748.7%
 

Race
Categorical

Distinct count4
Unique (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
W
99
B
56
refused
 
2
AI
 
1
ValueCountFrequency (%) 
W9962.7%
 
B5635.4%
 
refused21.3%
 
AI10.6%
 

Length

Max length7
Median length1
Mean length1.082278481
Min length1

Overview of Unicode Properties

Unique unicode characters10
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
W9957.9%
 
B5632.7%
 
e42.3%
 
r21.2%
 
f21.2%
 
u21.2%
 
s21.2%
 
d21.2%
 
A10.6%
 
I10.6%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter15791.8%
 
Lowercase Letter148.2%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
W9963.1%
 
B5635.7%
 
A10.6%
 
I10.6%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e428.6%
 
r214.3%
 
f214.3%
 
u214.3%
 
s214.3%
 
d214.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin171100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
W9957.9%
 
B5632.7%
 
e42.3%
 
r21.2%
 
f21.2%
 
u21.2%
 
s21.2%
 
d21.2%
 
A10.6%
 
I10.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII171100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
W9957.9%
 
B5632.7%
 
e42.3%
 
r21.2%
 
f21.2%
 
u21.2%
 
s21.2%
 
d21.2%
 
A10.6%
 
I10.6%
 

Lenth of Stay (LOS)
Real number (ℝ≥0)

ZEROS

Distinct count17
Unique (%)10.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.651898734177215
Minimum0
Maximum20
Zeros14
Zeros (%)8.9%
Memory size1.4 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11.25
median2.5
Q35
95-th percentile10.15
Maximum20
Range20
Interquartile range (IQR)3.75

Descriptive statistics

Standard deviation3.476815321
Coefficient of variation (CV)0.9520568818
Kurtosis4.298745737
Mean3.651898734
Median Absolute Deviation (MAD)1.5
Skewness1.88912799
Sum577
Variance12.08824478
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
23924.7%
 
12616.5%
 
32415.2%
 
0148.9%
 
4138.2%
 
595.7%
 
685.1%
 
963.8%
 
853.2%
 
742.5%
 
1021.3%
 
1121.3%
 
1421.3%
 
1610.6%
 
1310.6%
 
1510.6%
 
2010.6%
 
ValueCountFrequency (%) 
0148.9%
 
12616.5%
 
23924.7%
 
32415.2%
 
4138.2%
 
595.7%
 
685.1%
 
742.5%
 
853.2%
 
963.8%
 
ValueCountFrequency (%) 
2010.6%
 
1610.6%
 
1510.6%
 
1421.3%
 
1310.6%
 
1121.3%
 
1021.3%
 
963.8%
 
853.2%
 
742.5%
 

Hight-cm
Real number (ℝ≥0)

Distinct count22
Unique (%)13.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean172.38227848101266
Minimum147.3
Maximum205.7
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum147.3
5-th percentile154.525
Q1162.6
median172.7
Q3180.3
95-th percentile190.5
Maximum205.7
Range58.4
Interquartile range (IQR)17.7

Descriptive statistics

Standard deviation11.8306496
Coefficient of variation (CV)0.06863031225
Kurtosis-0.7001367202
Mean172.3822785
Median Absolute Deviation (MAD)10.1
Skewness0.1495186044
Sum27236.4
Variance139.9642699
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
167.6148.9%
 
157.5138.2%
 
160127.6%
 
172.7127.6%
 
180.3127.6%
 
188117.0%
 
170.2117.0%
 
182.9106.3%
 
162.695.7%
 
175.395.7%
 
177.895.7%
 
165.185.1%
 
152.463.8%
 
185.463.8%
 
190.563.8%
 
19331.9%
 
154.921.3%
 
195.610.6%
 
205.710.6%
 
147.310.6%
 
198.110.6%
 
149.910.6%
 
ValueCountFrequency (%) 
147.310.6%
 
149.910.6%
 
152.463.8%
 
154.921.3%
 
157.5138.2%
 
160127.6%
 
162.695.7%
 
165.185.1%
 
167.6148.9%
 
170.2117.0%
 
ValueCountFrequency (%) 
205.710.6%
 
198.110.6%
 
195.610.6%
 
19331.9%
 
190.563.8%
 
188117.0%
 
185.463.8%
 
182.9106.3%
 
180.3127.6%
 
177.895.7%
 

Weight-kg
Real number (ℝ≥0)

Distinct count121
Unique (%)76.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean93.74962025316457
Minimum33.7
Maximum179.0
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum33.7
5-th percentile60.7
Q174.9
median90.7
Q3110.6
95-th percentile145.03
Maximum179
Range145.3
Interquartile range (IQR)35.7

Descriptive statistics

Standard deviation25.51897111
Coefficient of variation (CV)0.2722034611
Kurtosis0.3347029082
Mean93.74962025
Median Absolute Deviation (MAD)17.2
Skewness0.5804832479
Sum14812.44
Variance651.2178865
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
90.763.8%
 
81.653.2%
 
117.953.2%
 
72.642.5%
 
106.631.9%
 
70.331.9%
 
74.831.9%
 
86.231.9%
 
102.121.3%
 
6821.3%
 
127.521.3%
 
99.321.3%
 
82.121.3%
 
95.321.3%
 
145.221.3%
 
87.521.3%
 
77.621.3%
 
65.821.3%
 
113.421.3%
 
104.321.3%
 
64.421.3%
 
95.410.6%
 
103.410.6%
 
61.210.6%
 
113.310.6%
 
Other values (96)9660.8%
 
ValueCountFrequency (%) 
33.710.6%
 
42.910.6%
 
46.410.6%
 
50.310.6%
 
52.610.6%
 
56.210.6%
 
58.9710.6%
 
5910.6%
 
6110.6%
 
61.210.6%
 
ValueCountFrequency (%) 
17910.6%
 
159.910.6%
 
15810.6%
 
15210.6%
 
149.6910.6%
 
146.510.6%
 
145.221.3%
 
14510.6%
 
140.210.6%
 
135.510.6%
 

BMI
Real number (ℝ≥0)

Distinct count152
Unique (%)96.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean31.79325732123969
Minimum13.160772101337603
Maximum72.17756370996614
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum13.1607721
5-th percentile21.16083589
Q125.33037747
median30.42174287
Q336.76482348
95-th percentile46.36354718
Maximum72.17756371
Range59.01679161
Interquartile range (IQR)11.43444601

Descriptive statistics

Standard deviation8.91888564
Coefficient of variation (CV)0.2805275833
Kurtosis2.28617711
Mean31.79325732
Median Absolute Deviation (MAD)5.258966576
Skewness1.10589049
Sum5023.334657
Variance79.54652107
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
25.1499621221.3%
 
41.9525632421.3%
 
21.7072193421.3%
 
26.5659006421.3%
 
25.0149719821.3%
 
27.2674014721.3%
 
34.962200110.6%
 
38.2639818510.6%
 
25.6868818710.6%
 
43.0241912310.6%
 
35.133403610.6%
 
42.7390560710.6%
 
20.4477052610.6%
 
33.1958997310.6%
 
28.6938290110.6%
 
26.3811749210.6%
 
32.2739396610.6%
 
31.00006210.6%
 
31.0681773710.6%
 
32.983740210.6%
 
47.6833909110.6%
 
28.6521283110.6%
 
40.4839519410.6%
 
30.4400944910.6%
 
43.6280677210.6%
 
Other values (127)12780.4%
 
ValueCountFrequency (%) 
13.160772110.6%
 
14.6775803810.6%
 
18.4708702810.6%
 
19.3891914410.6%
 
20.4195026110.6%
 
20.4477052610.6%
 
20.9459878410.6%
 
20.9940732110.6%
 
21.190264610.6%
 
21.21607110.6%
 
ValueCountFrequency (%) 
72.1775637110.6%
 
61.0253840810.6%
 
53.1953726610.6%
 
52.5278828310.6%
 
51.6667710.6%
 
50.5807134110.6%
 
47.9858947910.6%
 
47.6833909110.6%
 
46.1306335810.6%
 
45.643863610.6%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
1
91
0
67
ValueCountFrequency (%) 
19157.6%
 
06742.4%
 

PESI Class
Real number (ℝ≥0)

Distinct count5
Unique (%)3.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.5759493670886076
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)3

Descriptive statistics

Standard deviation1.383682449
Coefficient of variation (CV)0.5371543658
Kurtosis-1.100858216
Mean2.575949367
Median Absolute Deviation (MAD)1
Skewness0.4028746424
Sum407
Variance1.914577118
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
14729.7%
 
23723.4%
 
33019.0%
 
42415.2%
 
52012.7%
 
ValueCountFrequency (%) 
14729.7%
 
23723.4%
 
33019.0%
 
42415.2%
 
52012.7%
 
ValueCountFrequency (%) 
52012.7%
 
42415.2%
 
33019.0%
 
23723.4%
 
14729.7%
 
Distinct count4
Unique (%)2.5%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
1
95
2
45
4
 
15
3
 
3
ValueCountFrequency (%) 
19560.1%
 
24528.5%
 
4159.5%
 
331.9%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
19560.1%
 
24528.5%
 
4159.5%
 
331.9%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number158100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
19560.1%
 
24528.5%
 
4159.5%
 
331.9%
 

Most occurring scripts

ValueCountFrequency (%) 
Common158100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
19560.1%
 
24528.5%
 
4159.5%
 
331.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII158100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
19560.1%
 
24528.5%
 
4159.5%
 
331.9%
 

HR >= 110
Boolean

Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
131
1
27
ValueCountFrequency (%) 
013182.9%
 
12717.1%
 

HR
Real number (ℝ≥0)

Distinct count67
Unique (%)42.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean92.4873417721519
Minimum46
Maximum190
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum46
5-th percentile63.85
Q177.25
median88.5
Q3105
95-th percentile130
Maximum190
Range144
Interquartile range (IQR)27.75

Descriptive statistics

Standard deviation21.34094994
Coefficient of variation (CV)0.2307445488
Kurtosis2.388612836
Mean92.48734177
Median Absolute Deviation (MAD)13.5
Skewness0.9311582975
Sum14613
Variance455.4361445
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7563.8%
 
10963.8%
 
10063.8%
 
10453.2%
 
8653.2%
 
9653.2%
 
8853.2%
 
8053.2%
 
8153.2%
 
6342.5%
 
6742.5%
 
8442.5%
 
13042.5%
 
9842.5%
 
8242.5%
 
6642.5%
 
8331.9%
 
10231.9%
 
11231.9%
 
8731.9%
 
10131.9%
 
9121.3%
 
7621.3%
 
7421.3%
 
9421.3%
 
Other values (42)5937.3%
 
ValueCountFrequency (%) 
4610.6%
 
5321.3%
 
5910.6%
 
6342.5%
 
6410.6%
 
6510.6%
 
6642.5%
 
6742.5%
 
6821.3%
 
6921.3%
 
ValueCountFrequency (%) 
19010.6%
 
16610.6%
 
13910.6%
 
13510.6%
 
13310.6%
 
13110.6%
 
13042.5%
 
12510.6%
 
12410.6%
 
12310.6%
 

SBP <100
Boolean

Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
150
1
 
8
ValueCountFrequency (%) 
015094.9%
 
185.1%
 

SBP
Real number (ℝ≥0)

Distinct count75
Unique (%)47.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean137.65189873417722
Minimum88
Maximum220
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum88
5-th percentile102.95
Q1120.25
median132
Q3152
95-th percentile192.3
Maximum220
Range132
Interquartile range (IQR)31.75

Descriptive statistics

Standard deviation26.73077075
Coefficient of variation (CV)0.194191079
Kurtosis0.4696795414
Mean137.6518987
Median Absolute Deviation (MAD)15
Skewness0.8028710007
Sum21749
Variance714.5341047
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
12763.8%
 
13063.8%
 
10963.8%
 
11553.2%
 
12442.5%
 
16542.5%
 
14342.5%
 
13242.5%
 
11742.5%
 
13642.5%
 
13842.5%
 
14031.9%
 
12231.9%
 
14431.9%
 
13731.9%
 
11431.9%
 
12131.9%
 
12831.9%
 
12631.9%
 
12531.9%
 
13331.9%
 
12331.9%
 
17431.9%
 
16931.9%
 
15221.3%
 
Other values (50)6641.8%
 
ValueCountFrequency (%) 
8810.6%
 
8910.6%
 
9210.6%
 
9421.3%
 
9621.3%
 
9710.6%
 
10410.6%
 
10521.3%
 
10610.6%
 
10821.3%
 
ValueCountFrequency (%) 
22010.6%
 
21310.6%
 
21210.6%
 
20710.6%
 
19810.6%
 
19710.6%
 
19610.6%
 
19410.6%
 
19210.6%
 
18710.6%
 

RR >=30
Boolean

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
154
1
 
3
(Missing)
 
1
ValueCountFrequency (%) 
015497.5%
 
131.9%
 
(Missing)10.6%
 

RR
Real number (ℝ≥0)

Distinct count20
Unique (%)12.7%
Missing1
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean19.70063694267516
Minimum12.0
Maximum40.0
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum12
5-th percentile16
Q118
median20
Q320
95-th percentile26
Maximum40
Range28
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.586772294
Coefficient of variation (CV)0.1820637731
Kurtosis6.427000648
Mean19.70063694
Median Absolute Deviation (MAD)2
Skewness1.739430651
Sum3093
Variance12.86493549
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
204427.8%
 
184226.6%
 
161710.8%
 
24106.3%
 
2285.1%
 
1774.4%
 
2353.2%
 
1942.5%
 
1531.9%
 
2631.9%
 
3021.3%
 
2521.3%
 
1421.3%
 
2821.3%
 
1210.6%
 
4010.6%
 
2710.6%
 
2910.6%
 
2110.6%
 
1310.6%
 
(Missing)10.6%
 
ValueCountFrequency (%) 
1210.6%
 
1310.6%
 
1421.3%
 
1531.9%
 
161710.8%
 
1774.4%
 
184226.6%
 
1942.5%
 
204427.8%
 
2110.6%
 
ValueCountFrequency (%) 
4010.6%
 
3021.3%
 
2910.6%
 
2821.3%
 
2710.6%
 
2631.9%
 
2521.3%
 
24106.3%
 
2353.2%
 
2285.1%
 

Temp <96.8 F
Boolean

MISSING

Distinct count2
Unique (%)1.3%
Missing7
Missing (%)4.4%
Memory size1.4 KiB
0
150
1
 
1
(Missing)
 
7
ValueCountFrequency (%) 
015094.9%
 
110.6%
 
(Missing)74.4%
 

Temp (F)
Real number (ℝ≥0)

MISSING

Distinct count31
Unique (%)20.7%
Missing8
Missing (%)5.1%
Infinite0
Infinite (%)0.0%
Mean98.238
Minimum96.5
Maximum100.2
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum96.5
5-th percentile97.445
Q197.8
median98.1
Q398.6
95-th percentile99.455
Maximum100.2
Range3.7
Interquartile range (IQR)0.8

Descriptive statistics

Standard deviation0.6347509156
Coefficient of variation (CV)0.006461358289
Kurtosis1.173746203
Mean98.238
Median Absolute Deviation (MAD)0.4
Skewness0.8067669203
Sum14735.7
Variance0.4029087248
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
98148.9%
 
98.1138.2%
 
97.8127.6%
 
98.2106.3%
 
98.6106.3%
 
98.4106.3%
 
97.995.7%
 
97.695.7%
 
98.574.4%
 
97.774.4%
 
97.563.8%
 
98.863.8%
 
98.353.2%
 
98.742.5%
 
98.942.5%
 
99.431.9%
 
97.421.3%
 
100.221.3%
 
9921.3%
 
97.321.3%
 
99.821.3%
 
97.121.3%
 
99.310.6%
 
99.110.6%
 
99.510.6%
 
Other values (6)63.8%
 
(Missing)85.1%
 
ValueCountFrequency (%) 
96.510.6%
 
97.121.3%
 
97.210.6%
 
97.321.3%
 
97.421.3%
 
97.563.8%
 
97.695.7%
 
97.774.4%
 
97.8127.6%
 
97.995.7%
 
ValueCountFrequency (%) 
100.221.3%
 
100.110.6%
 
99.910.6%
 
99.821.3%
 
99.610.6%
 
99.510.6%
 
99.431.9%
 
99.310.6%
 
99.210.6%
 
99.110.6%
 

O2 <90% RA
Boolean

MISSING

Distinct count2
Unique (%)1.3%
Missing4
Missing (%)2.5%
Memory size1.4 KiB
0
134
1
 
20
(Missing)
 
4
ValueCountFrequency (%) 
013484.8%
 
12012.7%
 
(Missing)42.5%
 

O2 Sat RA
Real number (ℝ≥0)

MISSING

Distinct count20
Unique (%)13.9%
Missing14
Missing (%)8.9%
Infinite0
Infinite (%)0.0%
Mean95.29166666666667
Minimum50.0
Maximum100.0
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum50
5-th percentile84.3
Q195
median97
Q399
95-th percentile100
Maximum100
Range50
Interquartile range (IQR)4

Descriptive statistics

Standard deviation7.431623038
Coefficient of variation (CV)0.07798817355
Kurtosis20.15051361
Mean95.29166667
Median Absolute Deviation (MAD)2
Skewness-4.104399548
Sum13722
Variance55.22902098
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1002717.1%
 
972213.9%
 
961811.4%
 
991710.8%
 
981610.1%
 
95159.5%
 
9485.1%
 
9142.5%
 
5021.3%
 
8021.3%
 
8821.3%
 
9221.3%
 
9321.3%
 
7010.6%
 
9010.6%
 
6810.6%
 
8410.6%
 
8610.6%
 
8910.6%
 
7510.6%
 
(Missing)148.9%
 
ValueCountFrequency (%) 
5021.3%
 
6810.6%
 
7010.6%
 
7510.6%
 
8021.3%
 
8410.6%
 
8610.6%
 
8821.3%
 
8910.6%
 
9010.6%
 
ValueCountFrequency (%) 
1002717.1%
 
991710.8%
 
981610.1%
 
972213.9%
 
961811.4%
 
95159.5%
 
9485.1%
 
9321.3%
 
9221.3%
 
9142.5%
 

Required Supplemental O2
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size5.4 KiB
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
153
1
 
5
ValueCountFrequency (%) 
015396.8%
 
153.2%
 

Syncope
Boolean

Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
148
1
 
10
ValueCountFrequency (%) 
014893.7%
 
1106.3%
 
Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
133
1
 
24
(Missing)
 
1
ValueCountFrequency (%) 
013384.2%
 
12415.2%
 
(Missing)10.6%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
133
1
 
25
ValueCountFrequency (%) 
013384.2%
 
12515.8%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
133
1
 
25
ValueCountFrequency (%) 
013384.2%
 
12515.8%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
144
1
 
14
ValueCountFrequency (%) 
014491.1%
 
1148.9%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
126
1
32
ValueCountFrequency (%) 
012679.7%
 
13220.3%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
139
1
 
19
ValueCountFrequency (%) 
013988.0%
 
11912.0%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
120
1
38
ValueCountFrequency (%) 
012075.9%
 
13824.1%
 

History of bleeding
Unsupported

REJECTED
UNSUPPORTED

Missing0
Missing (%)0.0%
Memory size5.2 KiB
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
115
1
43
ValueCountFrequency (%) 
011572.8%
 
14327.2%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
150
1
 
8
ValueCountFrequency (%) 
015094.9%
 
185.1%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
136
1
 
22
ValueCountFrequency (%) 
013686.1%
 
12213.9%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
136
1
 
22
ValueCountFrequency (%) 
013686.1%
 
12213.9%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
112
1
46
ValueCountFrequency (%) 
011270.9%
 
14629.1%
 

FH of VTE
Boolean

Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
149
1
 
9
ValueCountFrequency (%) 
014994.3%
 
195.7%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
155
1
 
3
ValueCountFrequency (%) 
015598.1%
 
131.9%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
152
1
 
6
ValueCountFrequency (%) 
015296.2%
 
163.8%
 
Distinct count2
Unique (%)1.7%
Missing40
Missing (%)25.3%
Memory size1.4 KiB
1
63
0
55
(Missing)
40
ValueCountFrequency (%) 
16339.9%
 
05534.8%
 
(Missing)4025.3%
 
Distinct count2
Unique (%)3.2%
Missing95
Missing (%)60.1%
Memory size1.4 KiB
1
45
0
 
18
(Missing)
95
ValueCountFrequency (%) 
14528.5%
 
01811.4%
 
(Missing)9560.1%
 

Elevated BNP
Boolean

MISSING

Distinct count2
Unique (%)2.5%
Missing79
Missing (%)50.0%
Memory size1.4 KiB
0
53
1
26
(Missing)
79
ValueCountFrequency (%) 
05333.5%
 
12616.5%
 
(Missing)7950.0%
 

Elevated Troponin
Boolean

MISSING

Distinct count2
Unique (%)1.5%
Missing26
Missing (%)16.5%
Memory size1.4 KiB
0
109
1
23
(Missing)
26
ValueCountFrequency (%) 
010969.0%
 
12314.6%
 
(Missing)2616.5%
 

RV Dilation
Boolean

MISSING

Distinct count2
Unique (%)2.5%
Missing78
Missing (%)49.4%
Memory size1.4 KiB
0
52
1
28
(Missing)
78
ValueCountFrequency (%) 
05232.9%
 
12817.7%
 
(Missing)7849.4%
 

RV Hypokinesis/Dysfunction
Boolean

HIGH CORRELATION
MISSING

Distinct count2
Unique (%)2.5%
Missing78
Missing (%)49.4%
Memory size1.4 KiB
0
61
1
19
(Missing)
78
ValueCountFrequency (%) 
06138.6%
 
11912.0%
 
(Missing)7849.4%
 

Both Dilation and Dysfunction
Boolean

HIGH CORRELATION
MISSING

Distinct count2
Unique (%)2.5%
Missing78
Missing (%)49.4%
Memory size1.4 KiB
0
61
1
19
(Missing)
78
ValueCountFrequency (%) 
06138.6%
 
11912.0%
 
(Missing)7849.4%
 
Distinct count2
Unique (%)2.5%
Missing79
Missing (%)50.0%
Memory size1.4 KiB
0
76
1
 
3
(Missing)
79
ValueCountFrequency (%) 
07648.1%
 
131.9%
 
(Missing)7950.0%
 

RVSP (mmHg)
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing76
Missing (%)48.1%
Memory size6.5 KiB

RV/LV Ratio
Real number (ℝ≥0)

UNIQUE

Distinct count158
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9174555657053654
Minimum0.4030418250950571
Maximum1.793548387096774
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum0.4030418251
5-th percentile0.6413850565
Q10.7956395109
median0.8676707048
Q30.9856100305
95-th percentile1.393231237
Maximum1.793548387
Range1.390506562
Interquartile range (IQR)0.1899705196

Descriptive statistics

Standard deviation0.2229556464
Coefficient of variation (CV)0.2430151985
Kurtosis2.350908483
Mean0.9174555657
Median Absolute Deviation (MAD)0.1044008836
Skewness1.237619464
Sum144.9579794
Variance0.04970922028
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.972665148110.6%
 
0.831967213110.6%
 
0.970276008510.6%
 
0.997542997510.6%
 
0.795918367310.6%
 
0.965957446810.6%
 
0.830927835110.6%
 
0.851485148510.6%
 
0.921225382910.6%
 
0.977578475310.6%
 
0.924675324710.6%
 
1.70893371810.6%
 
0.972709551710.6%
 
0.986062717810.6%
 
0.824411134910.6%
 
0.941451990610.6%
 
0.676923076910.6%
 
0.906560636210.6%
 
0.921908893710.6%
 
1.51851851910.6%
 
1.02115384610.6%
 
0.690196078410.6%
 
1.55113636410.6%
 
0.980686695310.6%
 
0.823244552110.6%
 
Other values (133)13384.2%
 
ValueCountFrequency (%) 
0.403041825110.6%
 
0.498054474710.6%
 
0.523809523810.6%
 
0.590263691710.6%
 
0.603395061710.6%
 
0.621794871810.6%
 
0.627952755910.6%
 
0.63476562510.6%
 
0.642553191510.6%
 
0.647948164110.6%
 
ValueCountFrequency (%) 
1.79354838710.6%
 
1.70893371810.6%
 
1.55113636410.6%
 
1.51851851910.6%
 
1.45517241410.6%
 
1.43604651210.6%
 
1.4210.6%
 
1.40731707310.6%
 
1.39074550110.6%
 
1.3460559810.6%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
138
1
 
20
ValueCountFrequency (%) 
013887.3%
 
12012.7%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
143
1
 
15
ValueCountFrequency (%) 
014390.5%
 
1159.5%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
103
1
55
ValueCountFrequency (%) 
010365.2%
 
15534.8%
 

PA/Aorta Ratio
Real number (ℝ≥0)

Distinct count156
Unique (%)98.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.9111467199814172
Minimum0.5204545454545454
Maximum1.345514950166113
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum0.5204545455
5-th percentile0.7112980491
Q10.8220974872
median0.8847625742
Q30.9835833356
95-th percentile1.147425316
Maximum1.34551495
Range0.8250604047
Interquartile range (IQR)0.1614858484

Descriptive statistics

Standard deviation0.1419905182
Coefficient of variation (CV)0.1558371611
Kurtosis0.7633668112
Mean0.91114672
Median Absolute Deviation (MAD)0.07919963173
Skewness0.4543609097
Sum143.9611818
Variance0.02016130725
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.97802197821.3%
 
0.788571428621.3%
 
1.3455149510.6%
 
0.840731070510.6%
 
0.818713450310.6%
 
0.959064327510.6%
 
0.92510.6%
 
0.82510.6%
 
0.837545126410.6%
 
0.765667574910.6%
 
0.903682719510.6%
 
0.687096774210.6%
 
0.948717948710.6%
 
0.880758807610.6%
 
0.839160839210.6%
 
0.837333333310.6%
 
1.18681318710.6%
 
0.840782122910.6%
 
0.798780487810.6%
 
0.760932944610.6%
 
0.841379310310.6%
 
0.825986078910.6%
 
0.955414012710.6%
 
0.856666666710.6%
 
0.742765273310.6%
 
Other values (131)13182.9%
 
ValueCountFrequency (%) 
0.520454545510.6%
 
0.575129533710.6%
 
0.60674157310.6%
 
0.627071823210.6%
 
0.637724550910.6%
 
0.663888888910.6%
 
0.667820069210.6%
 
0.687096774210.6%
 
0.715568862310.6%
 
0.742236024810.6%
 
ValueCountFrequency (%) 
1.3455149510.6%
 
1.3203883510.6%
 
1.29259259310.6%
 
1.2544378710.6%
 
1.25301204810.6%
 
1.19808306710.6%
 
1.18681318710.6%
 
1.18471337610.6%
 
1.1408450710.6%
 
1.13962264210.6%
 

IVC Reflux Grade
Real number (ℝ≥0)

Distinct count5
Unique (%)3.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1265822784810124
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size1.4 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.051139371
Coefficient of variation (CV)0.4942857756
Kurtosis0.0885121282
Mean2.126582278
Median Absolute Deviation (MAD)1
Skewness0.7765619754
Sum336
Variance1.104893977
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
25534.8%
 
15232.9%
 
33522.2%
 
4117.0%
 
553.2%
 
ValueCountFrequency (%) 
15232.9%
 
25534.8%
 
33522.2%
 
4117.0%
 
553.2%
 
ValueCountFrequency (%) 
553.2%
 
4117.0%
 
33522.2%
 
25534.8%
 
15232.9%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
119
1
39
ValueCountFrequency (%) 
011975.3%
 
13924.7%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
113
1
45
ValueCountFrequency (%) 
011371.5%
 
14528.5%
 

Arrhythmia
Boolean

MISSING

Distinct count2
Unique (%)1.4%
Missing10
Missing (%)6.3%
Memory size1.4 KiB
0
122
1
26
(Missing)
 
10
ValueCountFrequency (%) 
012277.2%
 
12616.5%
 
(Missing)106.3%
 

Type of Arrhythmia
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing130
Missing (%)82.3%
Memory size5.9 KiB

ICU Stay
Boolean

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
136
1
 
21
(Missing)
 
1
ValueCountFrequency (%) 
013686.1%
 
12113.3%
 
(Missing)10.6%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
156
1
 
2
ValueCountFrequency (%) 
015698.7%
 
121.3%
 

ACLS
Boolean

HIGH CORRELATION

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
154
1
 
3
(Missing)
 
1
ValueCountFrequency (%) 
015497.5%
 
131.9%
 
(Missing)10.6%
 

Pressors
Boolean

HIGH CORRELATION

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
154
1
 
3
(Missing)
 
1
ValueCountFrequency (%) 
015497.5%
 
131.9%
 
(Missing)10.6%
 

Inotropes
Boolean

Distinct count1
Unique (%)0.6%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
157
(Missing)
 
1
ValueCountFrequency (%) 
015799.4%
 
(Missing)10.6%
 

Intubation
Boolean

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
153
1
 
4
(Missing)
 
1
ValueCountFrequency (%) 
015396.8%
 
142.5%
 
(Missing)10.6%
 

tpA
Boolean

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
154
1
 
3
(Missing)
 
1
ValueCountFrequency (%) 
015497.5%
 
131.9%
 
(Missing)10.6%
 

EKOS
Boolean

Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
147
1
 
10
(Missing)
 
1
ValueCountFrequency (%) 
014793.0%
 
1106.3%
 
(Missing)10.6%
 
Distinct count2
Unique (%)15.4%
Missing145
Missing (%)91.8%
Memory size1.4 KiB
0
 
10
1
 
3
(Missing)
145
ValueCountFrequency (%) 
0106.3%
 
131.9%
 
(Missing)14591.8%
 
Distinct count2
Unique (%)15.4%
Missing145
Missing (%)91.8%
Memory size1.4 KiB
1
 
9
0
 
4
(Missing)
145
ValueCountFrequency (%) 
195.7%
 
042.5%
 
(Missing)14591.8%
 
Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
148
1
 
9
(Missing)
 
1
ValueCountFrequency (%) 
014893.7%
 
195.7%
 
(Missing)10.6%
 

Type of bleed
Unsupported

REJECTED
UNSUPPORTED

Missing1
Missing (%)0.6%
Memory size5.5 KiB
Distinct count2
Unique (%)1.3%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
0
153
1
 
4
(Missing)
 
1
ValueCountFrequency (%) 
015396.8%
 
142.5%
 
(Missing)10.6%
 

IVCF (Inferior Vena Cava Filter)
Unsupported

REJECTED
UNSUPPORTED

Missing1
Missing (%)0.6%
Memory size5.1 KiB
Distinct count3
Unique (%)1.9%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
Alive
133
?
 
19
Deceased
 
6
ValueCountFrequency (%) 
Alive13384.2%
 
?1912.0%
 
Deceased63.8%
 

Length

Max length8
Median length5
Mean length4.632911392
Min length1

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
e15120.6%
 
A13318.2%
 
l13318.2%
 
i13318.2%
 
v13318.2%
 
?192.6%
 
D60.8%
 
c60.8%
 
a60.8%
 
s60.8%
 
d60.8%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter57478.4%
 
Uppercase Letter13919.0%
 
Other Punctuation192.6%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
A13395.7%
 
D64.3%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
e15126.3%
 
l13323.2%
 
i13323.2%
 
v13323.2%
 
c61.0%
 
a61.0%
 
s61.0%
 
d61.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
?19100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin71397.4%
 
Common192.6%
 

Most frequent Latin characters

ValueCountFrequency (%) 
e15121.2%
 
A13318.7%
 
l13318.7%
 
i13318.7%
 
v13318.7%
 
D60.8%
 
c60.8%
 
a60.8%
 
s60.8%
 
d60.8%
 

Most frequent Common characters

ValueCountFrequency (%) 
?19100.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII732100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
e15120.6%
 
A13318.2%
 
l13318.2%
 
i13318.2%
 
v13318.2%
 
?192.6%
 
D60.8%
 
c60.8%
 
a60.8%
 
s60.8%
 
d60.8%
 

Readmitted to IP <30 days
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing5
Missing (%)3.2%
Memory size5.6 KiB

Discharged with O2
Unsupported

MISSING
REJECTED
UNSUPPORTED

Missing9
Missing (%)5.7%
Memory size5.2 KiB
Distinct count2
Unique (%)1.3%
Missing8
Missing (%)5.1%
Memory size1.4 KiB
0
101
1
49
(Missing)
 
8
ValueCountFrequency (%) 
010163.9%
 
14931.0%
 
(Missing)85.1%
 

Pregnant
Boolean

MISSING

Distinct count1
Unique (%)0.7%
Missing5
Missing (%)3.2%
Memory size1.4 KiB
0
153
(Missing)
 
5
ValueCountFrequency (%) 
015396.8%
 
(Missing)53.2%
 

Platelet <70k
Boolean

MISSING

Distinct count2
Unique (%)1.3%
Missing2
Missing (%)1.3%
Memory size1.4 KiB
0
152
1
 
4
(Missing)
 
2
ValueCountFrequency (%) 
015296.2%
 
142.5%
 
(Missing)21.3%
 

Etiology of Clot
Categorical

Distinct count26
Unique (%)16.6%
Missing1
Missing (%)0.6%
Memory size1.4 KiB
unprovoked
51
personal history
31
malignancy
23
surgery
11
immobility
 
10
Other values (21)
31
ValueCountFrequency (%) 
unprovoked5132.3%
 
personal history3119.6%
 
malignancy2314.6%
 
surgery117.0%
 
immobility106.3%
 
oral contraceptives53.2%
 
unprovoked 31.9%
 
provoked21.3%
 
trauma21.3%
 
suspect malignancy21.3%
 
recent procedure21.3%
 
personal history and immobility10.6%
 
personal history and malignancy10.6%
 
surgery,malignancy10.6%
 
recent travel10.6%
 
air travel10.6%
 
taking megace10.6%
 
OCP 10.6%
 
unprovoked, family history10.6%
 
hospitalization10.6%
 
personal history, surgery10.6%
 
recent hospitalization10.6%
 
sugery10.6%
 
personal history, immobility10.6%
 
surgery, malignancy10.6%
 

Length

Max length31
Median length10
Mean length12.13924051
Min length3

Overview of Unicode Properties

Unique unicode characters27
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
o21511.2%
 
r1829.5%
 
n1638.5%
 
e1367.1%
 
a1196.2%
 
i1156.0%
 
p1045.4%
 
s995.2%
 
y934.8%
 
l864.5%
 
u764.0%
 
t743.9%
 
v643.3%
 
633.3%
 
d613.2%
 
k583.0%
 
m562.9%
 
c472.5%
 
g452.3%
 
h392.0%
 
b120.6%
 
,50.3%
 
z20.1%
 
f10.1%
 
O10.1%
 
Other values (2)20.1%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter184796.3%
 
Space Separator633.3%
 
Other Punctuation50.3%
 
Uppercase Letter30.2%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
o21511.6%
 
r1829.9%
 
n1638.8%
 
e1367.4%
 
a1196.4%
 
i1156.2%
 
p1045.6%
 
s995.4%
 
y935.0%
 
l864.7%
 
u764.1%
 
t744.0%
 
v643.5%
 
d613.3%
 
k583.1%
 
m563.0%
 
c472.5%
 
g452.4%
 
h392.1%
 
b120.6%
 
z20.1%
 
f10.1%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
63100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
,5100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
O133.3%
 
C133.3%
 
P133.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin185096.5%
 
Common683.5%
 

Most frequent Latin characters

ValueCountFrequency (%) 
o21511.6%
 
r1829.8%
 
n1638.8%
 
e1367.4%
 
a1196.4%
 
i1156.2%
 
p1045.6%
 
s995.4%
 
y935.0%
 
l864.6%
 
u764.1%
 
t744.0%
 
v643.5%
 
d613.3%
 
k583.1%
 
m563.0%
 
c472.5%
 
g452.4%
 
h392.1%
 
b120.6%
 
z20.1%
 
f10.1%
 
O10.1%
 
C10.1%
 
P10.1%
 

Most frequent Common characters

ValueCountFrequency (%) 
6392.6%
 
,57.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII1918100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
o21511.2%
 
r1829.5%
 
n1638.5%
 
e1367.1%
 
a1196.2%
 
i1156.0%
 
p1045.4%
 
s995.2%
 
y934.8%
 
l864.5%
 
u764.0%
 
t743.9%
 
v643.3%
 
633.3%
 
d613.2%
 
k583.0%
 
m562.9%
 
c472.5%
 
g452.3%
 
h392.0%
 
b120.6%
 
,50.3%
 
z20.1%
 
f10.1%
 
O10.1%
 
Other values (2)20.1%
 
Distinct count2
Unique (%)1.3%
Missing0
Missing (%)0.0%
Memory size1.4 KiB
0
113
1
45
ValueCountFrequency (%) 
011371.5%
 
14528.5%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

IndentificatonAgeGenderRaceLenth of Stay (LOS)Hight-cmWeight-kgBMIsPESI (low risk = 0; 1 = 1 or greater)PESI ClassPE Severity 1=low risk; 2=intermediate; 3=massive; 4=indeterminateHR >= 110HRSBP <100SBPRR >=30RRTemp <96.8 FTemp (F)O2 <90% RAO2 Sat RARequired Supplemental O2NRB (non-rebreather mask required)SyncopeActive SmokerActive CancerHistory of CancerCHF (Congestive Heart Failure)Lung DiseaseRenal DiseaseDM (Diabetes Mellitus)History of bleedingImmobilizationRecent TraumaRecent SurgeryRecent Hospital (w/in 30 days)Personal h/o VTEFH of VTENursing Home ResidentAMS (Altered Mental Status)Acute DVT (deep venous thrombosis), 3 = chronicProximal Component to the DVTElevated BNPElevated TroponinRV DilationRV Hypokinesis/DysfunctionBoth Dilation and DysfunctionInconclusive (RV not well visualized)RVSP (mmHg)RV/LV RatioRV/LV Ratio .85 to .90RV/LV Ratio .91-.94RV/LV Ratio .95 or greaterPA/Aorta RatioIVC Reflux GradeSeptal FlatteningClot Present in MPA (Main Pulmonary Artery)ArrhythmiaType of ArrhythmiaICU StayShock (BP <90)ACLSPressorsInotropesIntubationtpAEKOS< 6 hours from CTA read to administration of tpa or EKOS<24 hours from CTA read to administration of tpA or EKOSIP BleedingType of bleedTransfusionIVCF (Inferior Vena Cava Filter)Patient Status at 30 daysReadmitted to IP <30 daysDischarged with O2Required Narcotics at dischargePregnantPlatelet <70kEtiology of ClotadverseEvent
0189MW0152.456.224.1972711540821890.018.00.098.71.075.01100.0010011010010000NaNNaNNaNNaNNaNNaNNaNNaNNaN0.9159660100.8065403001.0A-fib0.010.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0recent hospitalization1
1284FB4157.5100.440.48395213208601610.020.00.097.50.094.01000.00000010101110001.01.01.00.01.01.01.00.061.80.8501231001.1980834100.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0personal history1
2372MW2170.277.626.79444003107101780.018.00.098.60.094.00000.00000000000000001.00.00.00.00.00.00.00.0450.7145830001.0031062000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0unprovoked0
3462MW2205.786.420.41950302408801370.016.00.098.70.098.00001.00000000100000001.00.0NaNNaNNaNNaNNaNNaNNaN0.9860630010.5751303000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0unprovoked0
4565MW3198.1158.040.25320314108701700.022.00.097.80.095.00000.00100000101010001.01.00.00.0NaNNaNNaNNaNNaN0.9416810100.7614462000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive001.00.00.0personal history0
5658MW9182.972.621.70721902108501240.018.00.098.50.095.00000.00000000001000001.00.0NaN0.00.00.00.00.0400.8516481000.8214291100.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive001.00.00.0surgery0
6788FW3177.846.414.6775801420861970.018.00.098.40.091.01000.00000010101010001.01.01.00.00.00.00.00.0not documented0.8675001000.8533333000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0personal history1
7875MW6182.984.225.17559014208801090.020.00.098.40.097.00000.00100000000010000.0NaNNaN0.01.00.00.00.0210.8723401001.1286172000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.01.0personal history0
8925FW2157.594.338.024270011010901210.018.00.097.60.0100.01000.00000000000010000.0NaNNaN0.0NaNNaNNaNNaNNaN0.6674210000.8241041000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive001.00.00.0personal history1
91078MW1170.281.628.17559712107801170.020.00.098.10.096.00000.0000000000001000NaNNaNNaN0.0NaNNaNNaNNaNNaN0.4980540000.8373332010.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00??00.00.00.0personal history0

Last rows

IndentificatonAgeGenderRaceLenth of Stay (LOS)Hight-cmWeight-kgBMIsPESI (low risk = 0; 1 = 1 or greater)PESI ClassPE Severity 1=low risk; 2=intermediate; 3=massive; 4=indeterminateHR >= 110HRSBP <100SBPRR >=30RRTemp <96.8 FTemp (F)O2 <90% RAO2 Sat RARequired Supplemental O2NRB (non-rebreather mask required)SyncopeActive SmokerActive CancerHistory of CancerCHF (Congestive Heart Failure)Lung DiseaseRenal DiseaseDM (Diabetes Mellitus)History of bleedingImmobilizationRecent TraumaRecent SurgeryRecent Hospital (w/in 30 days)Personal h/o VTEFH of VTENursing Home ResidentAMS (Altered Mental Status)Acute DVT (deep venous thrombosis), 3 = chronicProximal Component to the DVTElevated BNPElevated TroponinRV DilationRV Hypokinesis/DysfunctionBoth Dilation and DysfunctionInconclusive (RV not well visualized)RVSP (mmHg)RV/LV RatioRV/LV Ratio .85 to .90RV/LV Ratio .91-.94RV/LV Ratio .95 or greaterPA/Aorta RatioIVC Reflux GradeSeptal FlatteningClot Present in MPA (Main Pulmonary Artery)ArrhythmiaType of ArrhythmiaICU StayShock (BP <90)ACLSPressorsInotropesIntubationtpAEKOS< 6 hours from CTA read to administration of tpa or EKOS<24 hours from CTA read to administration of tpA or EKOSIP BleedingType of bleedTransfusionIVCF (Inferior Vena Cava Filter)Patient Status at 30 daysReadmitted to IP <30 daysDischarged with O2Required Narcotics at dischargePregnantPlatelet <70kEtiology of ClotadverseEvent
14814955MW7182.9135.540.514163131112301260.020.00.098.71.084.01000.00000100000000001.01.00.00.00.00.00.00.030.41.2723110011.1271682110.0NaN1.000.00.00.00.00.01.00.00.00.000.00Alive001.00.00.0unprovoked1
14915069FW3167.6117.941.952563141010402070.020.00.097.20.097.00000.00110110001010000.0NaNNaN0.00.00.00.00.0not documented0.5902640000.9433961001.0RBBB0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0surgery0
15015155FB2175.395.731.15633213107301470.018.00.098.50.099.00000.01001000101100001.01.00.00.00.00.00.00.0not documented0.7694300000.9141272000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0surgery0
15115227FW2190.576.921.19026512105301060.017.00.098.80.098.00010.01100001000000000.0NaN0.00.00.00.00.00.025.60.6347660000.9807692000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00??00.00.00.0unprovoked0
15215324FB1165.195.334.96220001105301330.018.00.097.90.0100.0000NaN000000000000000NaNNaNNaN0.0NaNNaNNaNNaNNaN0.8469831000.841379300NaNNaN0.000.00.00.00.00.00.0NaNNaN0.000.00??00.00.00.0oral contraceptives0
15315465MB4188.068.519.389191141010901640.023.00.098.50.096.00000.01001000000000000.0NaNNaNNaN0.00.00.00.0320.9775780010.6377251001.0PAC's0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0malignancy0
15415550FB1162.683.931.74933111106601380.013.00.098.40.098.00000.00000010100000000.0NaNNaNNaN0.00.00.00.0270.8470321000.7745102000.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive001.00.00.0unprovoked0
15515669MW3193.0120.232.25595102108101230.017.00.097.50.094.00000.00000010000010001.01.0NaN0.0NaNNaNNaNNaNNaN1.0211540010.8407313110.0NaN0.000.00.00.00.00.00.0NaNNaN0.000.00Alive000.00.00.0personal history0
15615763MW2188.074.020.945988151010601430.018.00.098.11.070.01100.01001000100110101.01.00.00.01.01.01.00.0not documented1.0846150010.7535011110.0NaN1.000.00.00.00.00.00.0NaNNaN0.000.00Alive010.00.00.0malignancy1
15715870MW2170.272.625.067994131010201280.018.00.099.60.091.01000.00010000000010001.01.0NaN0.00.00.00.00.051.20.9634700010.7694302110.000.000.00.00.00.00.00.0NaNNaN0.000.00??00.00.00.0personal history1